Here are preliminary results of the bibliometric mapping of the 2022 Luxembourg research evaluation. Its purpose is:
The method for the research-field-mapping can be reviewed here:
The seed articles deemed representative for the active areas of research in the institution, and include authors affiliated with the institution. They can be selected in three ways:
The present analysis is based on the following seed articles:
| AU | PY | TI | JI |
|---|---|---|---|
| DE CASTRO O;BIESEMEIER A;SE… | 2021 | NPSCOPE: A NEW MULTIMODAL INSTRUMENT FOR IN SITU CORRELATIVE ANALYSIS OF NANOPARTICLES | ANAL. CHEM. |
| ADJAOUD A;TREJO-MACHIN A;PU… | 2021 | POLYBENZOXAZINES: A SUSTAINABLE PLATFORM FOR THE DESIGN OF FAST RESPONSIVE AND CATALYST-FREE VITR… | POLYM. CHEM. |
| BENGASI G;DESPORT JS;BABA K… | 2020 | MOLECULAR FLATTENING EFFECT TO ENHANCE THE CONDUCTIVITY OF FUSED PORPHYRIN TAPE THIN FILMS | RSC ADV. |
| ZHAO HJ;ÍÑIGUEZ J | 2019 | CREATING MULTIFERROIC AND CONDUCTIVE DOMAIN WALLS IN COMMON FERROELASTIC COMPOUNDS | NPJ COMPUTATIONAL MATER. |
| KOUTSAWA Y | 2018 | OVERALL PROPERTIES OF PIEZOELECTRIC COMPOSITES WITH SPRING-TYPE IMPERFECT INTERFACES USING THE ME… | COMPOS PART B: ENG |
| BALAKRISHNAN D;LAMBLIN G;TH… | 2018 | ELECTROCHEMICAL CONTROL OF PH IN NANOLITER VOLUMES | NANO LETT. |
| SETTE D;ASSEMAN A;GÉRARD M;… | 2016 | ELECTROCALORIC COOLER COMBINING CERAMIC MULTI-LAYER CAPACITORS AND FLUID | APL MATER. |
| GIUNTA G;DE PIETRO G;NASSER… | 2016 | A THERMAL STRESS FINITE ELEMENT ANALYSIS OF BEAM STRUCTURES BY HIERARCHICAL MODELLING | COMPOS PART B: ENG |
| CRÊPELLIÈRE J;POPA PL;BAHLA… | 2016 | TRANSPARENT CONDUCTIVE CUCRO2 THIN FILMS DEPOSITED BY PULSED INJECTION METAL ORGANIC CHEMICAL VAP… | J. MATER. CHEM. C |
Here, we report the results of a LDA topic-modelling (basically, clustering on words) on all title+abstract texts.
Note: While this static vies is helpful, I recommend using the interactive LDAVis version to be found under https://daniel-hain.github.io/biblio_lux_2022/output/topic_modelling/LDAviz_list_mrt.rds/index.html#topic=1&lambda=0.60&term=. For functionality and usage, see technical description in the next tab.
Topic modeling is a type of statistical modeling for discovering the abstract “topics” that occur in a collection of documents. Latent Dirichlet Allocation (LDA, Blei et al., 2003) is an example of topic model and is used to classify text in a document to a particular topic.
LDA is a generative probabilistic model that assumes each topic is a mixture over an underlying set of words, and each document is a mixture of over a set of topic probabilities. It builds a topic per document model and words per topic model, modeled as Dirichlet distributions.
LDAvis is a web-based interactive visualisation of topics estimated using LDA (Sievert & Shirley, 2014). It provides a global view of the topics (and how they differ from each other), while at the same time allowing for a deep inspection of the terms most highly associated with each individual topic. The package extracts information from a fitted LDA topic model to inform an interactive web-based visualization. The visualisation has two basic pieces.
The left panel visualise the topics as circles in the two-dimensional plane whose centres are determined by computing the Jensen–Shannon divergence between topics, and then by using multidimensional scaling to project the inter-topic distances onto two dimensions. Each topic’s overall prevalence is encoded using the areas of the circles.
The right panel depicts a horizontal bar chart whose bars represent the individual terms that are the most useful for interpreting the currently selected topic on the left. A pair of overlaid bars represent both the corpus-wide frequency of a given term as well as the topic-specific frequency of the term.
The \(\lambda\) slider allows to rank the terms according to term relevance. By default, the terms of a topic are ranked in decreasing order according their topic-specific probability ( \(\lambda\) = 1 ). Moving the slider allows to adjust the rank of terms based on much discriminatory (or “relevant”) are for the specific topic. The suggested optimal value of \(\lambda\) is 0.6.
Note: This analysis refers the co-citation analysis,
where the cited references and not the original publications are the
unit of analysis. See tab Technical descriptionfor
additional explanations
In order to partition networks into components or clusters, we deploy a community detection technique based on the Lovain Algorithm (Blondel et al., 2008). The Lovain Algorithm is a heuristic method that attempts to optimize the modularity of communities within a network by maximizing within- and minimizing between-community connectivity. We identify the following communities = knowledge bases.
| name | dgr_int | dgr |
|---|---|---|
| Knowledge Base 1: KB 1: unlabeled (n = 1982, density =4.2) | ||
| KRESSE G. FURTHMÜLLER J. (1996) | 10681 | 10748 |
| KRESSE G. JOUBERT D. (1999) | 10276 | 10358 |
| BLÖCHL P.E. (1994) | 9000 | 9041 |
| PERDEW J.P. BURKE K. ERNZERHOF M. (1996) | 7551 | 7660 |
| PERDEW J.P. RUZSINSZKY A. CSONKA G.I. VYDROV O.A. SCUSERIA G.E. CONSTANTIN L.A. ZHOU X. BURKE K. (2008) | 4080 | 4101 |
| DUDAREV S.L. BOTTON G.A. SAVRASOV S.Y. HUMPHREYS C.J. SUTTON A.P. (1998) | 3786 | 3795 |
| KRESSE G. HAFNER J. (1993) | 3761 | 3772 |
| MOMMA K. IZUMI F. (2011) | 3213 | 3222 |
| MONKHORST H.J. PACK J.D. (1976) | 3074 | 3093 |
| HOHENBERG P. KOHN W. (1964) | 2924 | 2950 |
| Knowledge Base 2: KB 2: unlabeled (n = 1295, density =15.98) | ||
| MONTARNAL D. CAPELOT M. TOURNILHAC F. LEIBLER L. SILICA-LIKE MALLEABLE MATERIALS FROM PERMANENT ORGANIC NETWORKS (2011) | 11370 | 11451 |
| DENISSEN W. WINNE J.M. DU PREZ F.E. VITRIMERS: PERMANENT ORGANIC NETWORKS WITH GLASS-LIKE FLUIDITY (2016) | 7268 | 7291 |
| CAPELOT M. MONTARNAL D. TOURNILHAC F. LEIBLER L. METAL-CATALYZED TRANSESTERIFICATION FOR HEALING AND ASSEMBLING OF THERMOSETS (2012) | 6934 | 6947 |
| CAPELOT M. UNTERLASS M.M. TOURNILHAC F. LEIBLER L. CATALYTIC CONTROL OF THE VITRIMER GLASS TRANSITION (2012) | 6057 | 6060 |
| FORTMAN D.J. BRUTMAN J.P. CRAMER C.J. HILLMYER M.A. DICHTEL W.R. MECHANICALLY ACTIVATED CATALYST-FREE POLYHYDROXYURETHANE VITRIMERS (2015) | 4804 | 4804 |
| RÖTTGER M. DOMENECH T. VAN DER WEEGEN R. BREUILLAC A. NICOLAŸ R. LEIBLER L. HIGH-PERFORMANCE VITRIMERS FROM COMMODITY THERMOPLASTICS THROUGH DIOXAB… | 4799 | 4799 |
| KLOXIN C.J. BOWMAN C.N. COVALENT ADAPTABLE NETWORKS: SMART RECONFIGURABLE AND RESPONSIVE NETWORK SYSTEMS (2013) | 4385 | 4388 |
| DENISSEN W. RIVERO G. NICOLAŸ R. LEIBLER L. WINNE J.M. DU PREZ F.E. VINYLOGOUS URETHANE VITRIMERS (2015) | 4378 | 4381 |
| BRUTMAN J.P. DELGADO P.A. HILLMYER M.A. POLYLACTIDE VITRIMERS (2014) | 3801 | 3801 |
| KLOXIN C.J. SCOTT T.F. ADZIMA B.J. BOWMAN C.N. COVALENT ADAPTABLE NETWORKS (CANS) | 3674 | 3674 |
| Knowledge Base 3: KB 3: unlabeled (n = 1280, density =5.95) | ||
| BLÖCHL P.E. PROJECTOR AUGMENTED-WAVE METHOD (1994) | 7371 | 7464 |
| KRESSE G. JOUBERT D. FROM ULTRASOFT PSEUDOPOTENTIALS TO THE PROJECTOR AUGMENTED-WAVE METHOD (1999) | 7344 | 7430 |
| KRESSE G. FURTHMÜLLER J. EFFICIENT ITERATIVE SCHEMES FOR AB INITIO TOTAL-ENERGY CALCULATIONS USING A PLANE-WAVE BASIS SET (1996) | 6764 | 6830 |
| PERDEW J.P. BURKE K. ERNZERHOF M. GENERALIZED GRADIENT APPROXIMATION MADE SIMPLE (1996) | 5839 | 5929 |
| KRESSE G. FURTHMÜLLER J. EFFICIENCY OF AB-INITIO TOTAL ENERGY CALCULATIONS FOR METALS AND SEMICONDUCTORS USING A PLANE-WAVE BASIS SET (1996) | 2912 | 2928 |
| KRESSE G. HAFNER J. AB INITIO MOLECULAR DYNAMICS FOR LIQUID METALS (1993) | 2333 | 2349 |
| MONKHORST H.J. PACK J.D. SPECIAL POINTS FOR BRILLOUIN-ZONE INTEGRATIONS (1976) | 2248 | 2268 |
| MOMMA K. IZUMI F. VESTA 3 FOR THREE-DIMENSIONAL VISUALIZATION OF CRYSTAL VOLUMETRIC AND MORPHOLOGY DATA (2011) | 2126 | 2142 |
| KOHN W. SHAM L.J. SELF-CONSISTENT EQUATIONS INCLUDING EXCHANGE AND CORRELATION EFFECTS (1965) | 2002 | 2009 |
| DUDAREV S.L. BOTTON G.A. SAVRASOV S.Y. HUMPHREYS C.J. SUTTON A.P. ELECTRON-ENERGY-LOSS SPECTRA AND THE STRUCTURAL STABILITY OF NICKEL OXIDE: AN LSD… | 1888 | 1895 |
| Knowledge Base 4: KB 4: unlabeled (n = 1145, density =6.77) | ||
| MOYA X. KAR-NARAYAN S. MATHUR N.D. (2014) | 4669 | 4788 |
| MISCHENKO A.S. ZHANG Q. SCOTT J.F. WHATMORE R.W. MATHUR N.D. (2006) | 3608 | 3670 |
| VALANT M. (2012) | 2660 | 2706 |
| SCOTT J.F. (2011) | 1462 | 1481 |
| GENG W. LIU Y. MENG X. BELLAICHE L. SCOTT J.F. DKHIL B. JIANG A. (2015) | 1080 | 1095 |
| PONOMAREVA I. LISENKOV S. (2012) | 1047 | 1069 |
| LIU J. GOTTSCHALL T. SKOKOV K.P. MOORE J.D. GUTFLEISCH O. (2012) | 1038 | 1038 |
| MOYA X. STERN-TAULATS E. CROSSLEY S. GONZÁLEZ-ALONSO D. KAR-NARAYAN S. PLANES A. MAÑOSA L. MATHUR N.D. (2013) | 1027 | 1047 |
| LIU Y. SCOTT J.F. DKHIL B. (2016) | 962 | 972 |
| CORREIA T. ZHANG Q. (2014) | 846 | 1102 |
| Knowledge Base 5: KB 5: unlabeled (n = 1045, density =4.67) | ||
| MOYA X. KAR-NARAYAN S. MATHUR N.D. CALORIC MATERIALS NEAR FERROIC PHASE TRANSITIONS (2014) | 3906 | 4076 |
| MISCHENKO A.S. ZHANG Q. SCOTT J.F. WHATMORE R.W. MATHUR N.D. GIANT ELECTROCALORIC EFFECT IN THIN-FILM PBZR0.95TI0.05O3 (2006) | 1691 | 1742 |
| VALANT M. ELECTROCALORIC MATERIALS FOR FUTURE SOLID-STATE REFRIGERATION TECHNOLOGIES (2012) | 1656 | 1704 |
| SCOTT J.F. ELECTROCALORIC MATERIALS (2011) | 657 | 681 |
| TUŠEK J. ENGELBRECHT K. ERIKSEN D. DALL’OLIO S. TUŠEK J. PRYDS N. A REGENERATIVE ELASTOCALORIC HEAT PUMP (2016) | 645 | 651 |
| MAÑOSA L. PLANES A. MATERIALS WITH GIANT MECHANOCALORIC EFFECTS: COOLING BY STRENGTH (2017) | 610 | 621 |
| SCHMIDT M. SCHÜTZE A. SEELECKE S. SCIENTIFIC TEST SETUP FOR INVESTIGATION OF SHAPE MEMORY ALLOY BASED ELASTOCALORIC COOLING PROCESSES (2015) | 599 | 603 |
| BONNOT E. ROMERO R. MAÑOSA L. VIVES E. PLANES A. ELASTOCALORIC EFFECT ASSOCIATED WITH THE MARTENSITIC TRANSITION IN SHAPE-MEMORY ALLOYS (2008) | 463 | 483 |
| TUŠEK J. ENGELBRECHT K. MIKKELSEN L.P. PRYDS N. ELASTOCALORIC EFFECT OF NI-TI WIRE FOR APPLICATION IN A COOLING DEVICE (2015) | 453 | 459 |
| KITANOVSKI A. PLAZNIK U. TOMC U. POREDOŠ A. PRESENT AND FUTURE CALORIC REFRIGERATION AND HEAT-PUMP TECHNOLOGIES (2015) | 439 | 445 |
| Knowledge Base 6: KB 6: unlabeled (n = 936, density =7.23) | ||
| CARRERA E. THEORIES AND FINITE ELEMENTS FOR MULTILAYERED PLATES AND SHELLS: A UNIFIED COMPACT FORMULATION WITH NUMERICAL ASSESSMENT AND BENCHMARKIN… | 2284 | 2306 |
| CARRERA E. THEORIES AND FINITE ELEMENTS FOR MULTILAYERED ANISOTROPIC COMPOSITE PLATES AND SHELLS (2002) | 1177 | 1177 |
| CARRERA E. PETROLO M. REFINED BEAM ELEMENTS WITH ONLY DISPLACEMENT VARIABLES AND PLATE/SHELL CAPABILITIES (2012) | 920 | 932 |
| CARRERA E. GIUNTA G. PETROLO M. (2011) | 840 | 846 |
| CARRERA E. GIUNTA G. PETROLO M. BEAM STRUCTURES: CLASSICAL AND ADVANCED THEORIES (2011) | 803 | 803 |
| CARRERA E. CINEFRA M. PETROLO M. ZAPPINO E. FINITE ELEMENT ANALYSIS OF STRUCTURES THROUGH UNIFIED FORMULATION (2014) | 787 | 787 |
| CARRERA E. HISTORICAL REVIEW OF ZIG-ZAG THEORIES FOR MULTILAYERED PLATES AND SHELLS (2003) | 639 | 655 |
| CARRERA E. PAGANI A. PETROLO M. ZAPPINO E. RECENT DEVELOPMENTS ON REFINED THEORIES FOR BEAMS WITH APPLICATIONS (2015) | 636 | 636 |
| CARRERA E. GIUNTA G. NALI P. PETROLO M. REFINED BEAM ELEMENTS WITH ARBITRARY CROSS-SECTION GEOMETRIES (2010) | 633 | 633 |
| CARRERA E. CINEFRA M. PETROLO M. ZAPPINO E. (2014) | 619 | 622 |
| Knowledge Base 7: KB 7: unlabeled (n = 863, density =6.48) | ||
| O’REGAN B. GRÄTZEL M. (1991) | 1374 | 1381 |
| HIGASHINO T. IMAHORI H. (2015) | 1373 | 1379 |
| MATHEW S. YELLA A. GAO P. HUMPHRY-BAKER R. CURCHOD B.F.E. ASHARI-ASTANI N. TAVERNELLI I. GRÄTZEL M. (2014) | 1255 | 1262 |
| HAGFELDT A. BOSCHLOO G. SUN L. KLOO L. PETTERSSON H. (2010) | 1233 | 1236 |
| LI L.-L. DIAU E.W.-G. (2013) | 1218 | 1234 |
| URBANI M. GRÄTZEL M. NAZEERUDDIN M.K. TORRES T. (2014) | 1215 | 1218 |
| IMAHORI H. UMEYAMA T. ITO S. (2009) | 990 | 990 |
| YELLA A. LEE H.-W. TSAO H.N. YI C. CHANDIRAN A.K. NAZEERUDDIN M.K. DIAU E.W.-G. GRÄTZEL M. (2011) | 910 | 913 |
| ETHIRAJAN M. CHEN Y. JOSHI P. PANDEY R.K. (2011) | 787 | 787 |
| YELLA A. MAI C.-L. ZAKEERUDDIN S.M. CHANG S.-N. HSIEH C.-H. YEH C.-Y. GRÄTZEL M. (2014) | 636 | 636 |
| Knowledge Base 8: KB 8: unlabeled (n = 714, density =13.18) | ||
| WANG C. SUN J. LIU X. SUDO A. ENDO T. SYNTHESIS AND COPOLYMERIZATION OF FULLY BIO-BASED BENZOXAZINES FROM GUAIACOL FURFURYLAMINE AND STEARYLAMINE (… | 1291 | 1291 |
| AGAG T. TAKEICHI T. SYNTHESIS AND CHARACTERIZATION OF NOVEL BENZOXAZINE MONOMERS CONTAINING ALLYL GROUPS AND THEIR HIGH PERFORMANCE THERMOSETS (2003) | 1194 | 1197 |
| NING X. ISHIDA H. PHENOLIC MATERIALS VIA RING-OPENING POLYMERIZATION: SYNTHESIS AND CHARACTERIZATION OF BISPHENOL-A BASED BENZOXAZINES AND THEIR PO… | 1175 | 1175 |
| SINI N.K. BIJWE J. VARMA I.K. RENEWABLE BENZOXAZINE MONOMER FROM VANILLIN: SYNTHESIS CHARACTERIZATION AND STUDIES ON CURING BEHAVIOR (2014) | 1150 | 1153 |
| ISHIDA H. ALLEN D.J. PHYSICAL AND MECHANICAL CHARACTERIZATION OF NEAR-ZERO SHRINKAGE POLYBENZOXAZINES (1996) | 1107 | 1107 |
| GHOSH N.N. KISKAN B. YAGCI Y. POLYBENZOXAZINES-NEW HIGH PERFORMANCE THERMOSETTING RESINS: SYNTHESIS AND PROPERTIES (2007) | 935 | 935 |
| ZHANG K. HAN L. FROIMOWICZ P. ISHIDA H. A SMART LATENT CATALYST CONTAINING O-TRIFLUOROACETAMIDE FUNCTIONAL BENZOXAZINE: PRECURSOR FOR LOW TEMPERATU… | 824 | 824 |
| CHUTAYOTHIN P. ISHIDA H. CATIONIC RING-OPENING POLYMERIZATION OF 1 3-BENZOXAZINES: MECHANISTIC STUDY USING MODEL COMPOUNDS (2010) | 766 | 766 |
| VAN A. CHIOU K. ISHIDA H. USE OF RENEWABLE RESOURCE VANILLIN FOR THE PREPARATION OF BENZOXAZINE RESIN AND REACTIVE MONOMERIC SURFACTANT CONTAINING … | 745 | 745 |
| HAN L. IGUCHI D. GIL P. HEYL T.R. SEDWICK V.M. ARZA C.R. OHASHI S. ISHIDA H. OXAZINE RING-RELATED VIBRATIONAL MODES OF BENZOXAZINE MONOMERS USING F… | 735 | 735 |
| Knowledge Base 9: KB 9: unlabeled (n = 624, density =5.35) | ||
| SUN C.T. VAIDYA R.S. PREDICTION OF COMPOSITE PROPERTIES FROM A REPRESENTATIVE VOLUME ELEMENT (1996) | 482 | 485 |
| MORI T. TANAKA K. AVERAGE STRESS IN MATRIX AND AVERAGE ELASTIC ENERGY OF MATERIALS WITH MISFITTING INCLUSIONS (1973) | 438 | 450 |
| YU W. TANG T. VARIATIONAL ASYMPTOTIC METHOD FOR UNIT CELL HOMOGENIZATION OF PERIODICALLY HETEROGENEOUS MATERIALS (2007) | 364 | 368 |
| YU W. A UNIFIED THEORY FOR CONSTITUTIVE MODELING OF COMPOSITES (2016) | 291 | 313 |
| KOUTSAWA Y. OVERALL THERMO-MAGNETO-ELECTRO-ELASTIC PROPERTIES OF MULTIFERROICS COMPOSITE MATERIALS WITH ARBITRARY HETEROGENEITIES SPATIAL DISTRIBUT… | 252 | 252 |
| LIU X. ROUF K. PENG B. YU W. TWO-STEP HOMOGENIZATION OF TEXTILE COMPOSITES USING MECHANICS OF STRUCTURE GENOME (2017) | 239 | 247 |
| ESHELBY J.D. THE DETERMINATION OF THE ELASTIC FIELD OF AN ELLIPSOIDAL INCLUSION AND RELATED PROBLEMS (1957) | 211 | 211 |
| HASSANI B. HINTON E. A REVIEW OF HOMOGENIZATION AND TOPOLOGY OPTIMIZATION I—HOMOGENIZATION THEORY FOR MEDIA WITH PERIODIC STRUCTURE (1998) | 210 | 210 |
| HILL R. A SELF-CONSISTENT MECHANICS OF COMPOSITE MATERIALS (1965) | 193 | 193 |
| SIGMUND O. MATERIALS WITH PRESCRIBED CONSTITUTIVE PARAMETERS: AN INVERSE HOMOGENIZATION PROBLEM (1994) | 190 | 190 |
In a co-cittion network, the strength of the relationship between a reference pair \(m\) and \(n\) (\(s_{m,n}^{coc}\)) is expressed by the number of publications \(C\) which are jointly citing reference \(m\) and \(n\).
\[s_{m,n}^{coc} = \sum_i c_{i,m} c_{i,n}\]
The intuition here is that references which are frequently cited together are likely to share commonalities in theory, topic, methodology, or context. It can be interpreted as a measure of similarity as evaluated by other researchers that decide to jointly cite both references. Because the publication process is time-consuming, co-citation is a backward-looking measure, which is appropriate to map the relationship between core literature of a field.
This is arguably the more interesting part. Here, we identify the
literature’s current knowledge frontier by carrying out a bibliographic
coupling analysis of the publications in our corpus. This measure uses
bibliographical information of publications to establish a similarity
relationship between them. Again, method details to be found in the tab
Technical description. As you will see, we identify the
main research area, but also a set of adjacent research areas with some
theoretical/methodological/application overlap.
To identify communities in the field’s knowledge frontier (labeled research areas) we again use the Lovain Algorithm (Blondel et al., 2008). We identify the following communities = research areas.
| label | AU | PY | TI | dgr_int | TC | TC_year |
|---|---|---|---|---|---|---|
| Research Area 1: RA 1: unlabeled (n = 1162, density =2.07) | ||||||
| RA 1: unlabeled | WANG Z;GRESCH D;SOLUYA… | 2016 | MOTE2: A TYPE-II WEYL TOPOLOGICAL METAL | 33.38 | 318 | 53.00 |
| RA 1: unlabeled | HINUMA Y;PIZZI G;KUMAG… | 2017 | BAND STRUCTURE DIAGRAM PATHS BASED ON CRYSTALLOGRAPHY | 40.35 | 256 | 51.20 |
| RA 1: unlabeled | OTROKOV MM;RUSINOV IP;… | 2019 | UNIQUE THICKNESS-DEPENDENT PROPERTIES OF THE VAN DER WAALS INTERLAYER ANTIFERROMAGNET MNBI2TE4 FILMS | 31.73 | 235 | 78.33 |
| RA 1: unlabeled | QIAO J;NING L;MOLOKEEV… | 2018 | EU2+ SITE PREFERENCES IN THE MIXED CATION K2BACA(PO4)2 AND THERMALLY STABLE LUMINESCENCE | 24.22 | 302 | 75.50 |
| RA 1: unlabeled | LEE J;SEKO A;SHITARA K… | 2016 | PREDICTION MODEL OF BAND GAP FOR INORGANIC COMPOUNDS BY COMBINATION OF DENSITY FUNCTIONAL THEORY CALCULATIONS AND MACHINE … | 39.10 | 185 | 30.83 |
| RA 1: unlabeled | STEINER S;KHMELEVSKYI … | 2016 | CALCULATION OF THE MAGNETIC ANISOTROPY WITH PROJECTED-AUGMENTED-WAVE METHODOLOGY AND THE CASE STUDY OF DISORDERED FE1-XCOX… | 37.89 | 189 | 31.50 |
| RA 1: unlabeled | KYRTSOS A;MATSUBARA M;… | 2018 | ON THE FEASIBILITY OF P-TYPE GA2O3 | 41.25 | 151 | 37.75 |
| RA 1: unlabeled | MORIWAKE H;KUWABARA A;… | 2017 | WHY IS SODIUM-INTERCALATED GRAPHITE UNSTABLE? | 45.48 | 125 | 25.00 |
| RA 1: unlabeled | YORULMAZ U;ÖZDEN A;PER… | 2016 | VIBRATIONAL AND MECHANICAL PROPERTIES OF SINGLE LAYER MXENE STRUCTURES: A FIRST-PRINCIPLES INVESTIGATION | 41.15 | 138 | 23.00 |
| RA 1: unlabeled | SEKO A;HAYASHI H;NAKAY… | 2017 | REPRESENTATION OF COMPOUNDS FOR MACHINE-LEARNING PREDICTION OF PHYSICAL PROPERTIES | 35.16 | 151 | 30.20 |
| Research Area 2: RA 2: unlabeled (n = 1069, density =1.9) | ||||||
| RA 2: unlabeled | VAN SETTEN MJ;GIANTOMA… | 2018 | THE PSEUDODOJO: TRAINING AND GRADING A 85 ELEMENT OPTIMIZED NORM-CONSERVING PSEUDOPOTENTIAL TABLE | 19.16 | 437 | 109.25 |
| RA 2: unlabeled | DING W;ZHU J;WANG Z;GA… | 2017 | PREDICTION OF INTRINSIC TWO-DIMENSIONAL FERROELECTRICS IN IN 2 SE 3 AND OTHER III 2 -VI 3 VAN DER WAALS MATERIALS | 17.06 | 439 | 87.80 |
| RA 2: unlabeled | JI D;CAI S;PAUDEL TR;S… | 2019 | FREESTANDING CRYSTALLINE OXIDE PEROVSKITES DOWN TO THE MONOLAYER LIMIT | 27.36 | 191 | 63.67 |
| RA 2: unlabeled | LEE J-H;BRISTOWE NC;LE… | 2016 | RESOLVING THE PHYSICAL ORIGIN OF OCTAHEDRAL TILTING IN HALIDE PEROVSKITES | 29.96 | 155 | 25.83 |
| RA 2: unlabeled | SEIXAS L;RODIN AS;CARV… | 2016 | MULTIFERROIC TWO-DIMENSIONAL MATERIALS | 32.10 | 138 | 23.00 |
| RA 2: unlabeled | KIM TH;PUGGIONI D;YUAN… | 2016 | POLAR METALS BY GEOMETRIC DESIGN | 19.75 | 206 | 34.33 |
| RA 2: unlabeled | TIAN S;ZHANG J-F;LI C;… | 2019 | FERROMAGNETIC VAN DER WAALS CRYSTAL VI3 | 43.66 | 90 | 30.00 |
| RA 2: unlabeled | ZHAO M;XIA Z;HUANG X;N… | 2019 | LI SUBSTITUENT TUNING OF LED PHOSPHORS WITH ENHANCED EFFICIENCY, TUNABLE PHOTOLUMINESCENCE, AND IMPROVED THERMAL STABILITY | 30.04 | 121 | 40.33 |
| RA 2: unlabeled | YE W;CHEN C;WANG Z;CHU… | 2018 | DEEP NEURAL NETWORKS FOR ACCURATE PREDICTIONS OF CRYSTAL STABILITY | 24.59 | 130 | 32.50 |
| RA 2: unlabeled | BEECHER AN;SEMONIN OE;… | 2016 | DIRECT OBSERVATION OF DYNAMIC SYMMETRY BREAKING ABOVE ROOM TEMPERATURE IN METHYLAMMONIUM LEAD IODIDE PEROVSKITE | 17.77 | 173 | 28.83 |
| Research Area 3: RA 3: unlabeled (n = 878, density =0.18) | ||||||
| RA 3: unlabeled | PAGANI A;DE MIGUEL AG;… | 2016 | ANALYSIS OF LAMINATED BEAMS VIA UNIFIED FORMULATION AND LEGENDRE POLYNOMIAL EXPANSIONS | 7.42 | 77 | 12.83 |
| RA 3: unlabeled | PAGANI A;CARRERA E | 2017 | LARGE-DEFLECTION AND POST-BUCKLING ANALYSES OF LAMINATED COMPOSITE BEAMS BY CARRERA UNIFIED FORMULATION | 3.13 | 109 | 21.80 |
| RA 3: unlabeled | OMAIREY SL;DUNNING PD;… | 2019 | DEVELOPMENT OF AN ABAQUS PLUGIN TOOL FOR PERIODIC RVE HOMOGENISATION | 2.67 | 125 | 41.67 |
| RA 3: unlabeled | PAGANI A;CARRERA E | 2018 | UNIFIED FORMULATION OF GEOMETRICALLY NONLINEAR REFINED BEAM THEORIES | 3.27 | 97 | 24.25 |
| RA 3: unlabeled | CARRERA E;DE MIGUEL AG… | 2017 | HIERARCHICAL THEORIES OF STRUCTURES BASED ON LEGENDRE POLYNOMIAL EXPANSIONS WITH FINITE ELEMENT APPLICATIONS | 6.21 | 49 | 9.80 |
| RA 3: unlabeled | NEJAD MZ;HADI A | 2016 | NON-LOCAL ANALYSIS OF FREE VIBRATION OF BI-DIRECTIONAL FUNCTIONALLY GRADED EULER-BERNOULLI NANO-BEAMS | 1.70 | 169 | 28.17 |
| RA 3: unlabeled | NEJAD MZ;HADI A;RASTGOO A | 2016 | BUCKLING ANALYSIS OF ARBITRARY TWO-DIRECTIONAL FUNCTIONALLY GRADED EULER-BERNOULLI NANO-BEAMS BASED ON NONLOCAL ELASTICITY… | 1.23 | 220 | 36.67 |
| RA 3: unlabeled | DAN M;PAGANI A;CARRERA E | 2016 | FREE VIBRATION ANALYSIS OF SIMPLY SUPPORTED BEAMS WITH SOLID AND THIN-WALLED CROSS-SECTIONS USING HIGHER-ORDER THEORIES BA… | 7.78 | 34 | 5.67 |
| RA 3: unlabeled | YAN Y;PAGANI A;CARRERA E | 2017 | EXACT SOLUTIONS FOR FREE VIBRATION ANALYSIS OF LAMINATED, BOX AND SANDWICH BEAMS BY REFINED LAYER-WISE THEORY | 8.23 | 31 | 6.20 |
| RA 3: unlabeled | GROEN JP;SIGMUND O | 2018 | HOMOGENIZATION-BASED TOPOLOGY OPTIMIZATION FOR HIGH-RESOLUTION MANUFACTURABLE MICROSTRUCTURES | 1.45 | 148 | 37.00 |
| Research Area 4: RA 4: unlabeled (n = 548, density =2.06) | ||||||
| RA 4: unlabeled | DENISSEN W;DROESBEKE M… | 2017 | CHEMICAL CONTROL OF THE VISCOELASTIC PROPERTIES OF VINYLOGOUS URETHANE VITRIMERS | 29.84 | 234 | 46.80 |
| RA 4: unlabeled | SCHEUTZ GM;LESSARD JJ;… | 2019 | ADAPTABLE CROSSLINKS IN POLYMERIC MATERIALS: RESOLVING THE INTERSECTION OF THERMOPLASTICS AND THERMOSETS | 24.61 | 243 | 81.00 |
| RA 4: unlabeled | WINNE JM;LEIBLER L;DU … | 2019 | DYNAMIC COVALENT CHEMISTRY IN POLYMER NETWORKS: A MECHANISTIC PERSPECTIVE | 23.56 | 191 | 63.67 |
| RA 4: unlabeled | HENDRIKS B;WAELKENS J;… | 2017 | POLY(THIOETHER) VITRIMERS VIA TRANSALKYLATION OF TRIALKYLSULFONIUM SALTS | 26.69 | 148 | 29.60 |
| RA 4: unlabeled | FANG Z;ZHENG N;ZHAO Q;… | 2017 | HEALABLE, RECONFIGURABLE, REPROCESSABLE THERMOSET SHAPE MEMORY POLYMER WITH HIGHLY TUNABLE TOPOLOGICAL REARRANGEMENT KINETICS | 28.70 | 137 | 27.40 |
| RA 4: unlabeled | CHEN M;ZHOU L;WU Y;ZHA… | 2019 | RAPID STRESS RELAXATION AND MODERATE TEMPERATURE OF MALLEABILITY ENABLED BY THE SYNERGY OF DISULFIDE METATHESIS AND CARBOX… | 32.80 | 113 | 37.67 |
| RA 4: unlabeled | DENISSEN W;DE BAERE I;… | 2018 | VINYLOGOUS UREA VITRIMERS AND THEIR APPLICATION IN FIBER REINFORCED COMPOSITES | 31.89 | 116 | 29.00 |
| RA 4: unlabeled | VAN ZEE NJ;NICOLAŸ R | 2020 | VITRIMERS: PERMANENTLY CROSSLINKED POLYMERS WITH DYNAMIC NETWORK TOPOLOGY | 22.45 | 150 | 75.00 |
| RA 4: unlabeled | ZHAO Q;ZOU W;LUO Y;XIE T | 2016 | SHAPE MEMORY POLYMER NETWORK WITH THERMALLY DISTINCT ELASTICITY AND PLASTICITY | 10.16 | 331 | 55.17 |
| RA 4: unlabeled | LIU T;HAO C;WANG L;LI … | 2017 | EUGENOL-DERIVED BIOBASED EPOXY: SHAPE MEMORY, REPAIRING, AND RECYCLABILITY | 16.23 | 207 | 41.40 |
| Research Area 5: RA 5: unlabeled (n = 534, density =0.25) | ||||||
| RA 5: unlabeled | JI J-M;ZHOU H;KIM HK | 2018 | RATIONAL DESIGN CRITERIA FOR D-Π-A STRUCTURED ORGANIC AND PORPHYRIN SENSITIZERS FOR HIGHLY EFFICIENT DYE-SENSITIZED SOLAR … | 4.20 | 169 | 42.25 |
| RA 5: unlabeled | JI J-M;ZHOU H;EOM YK;K… | 2020 | 14.2% EFFICIENCY DYE-SENSITIZED SOLAR CELLS BY CO-SENSITIZING NOVEL THIENO[3,2-B]INDOLE-BASED ORGANIC DYES WITH A PROMISIN… | 4.58 | 129 | 64.50 |
| RA 5: unlabeled | WU W;MAO D;HU F;XU S;C… | 2017 | A HIGHLY EFFICIENT AND PHOTOSTABLE PHOTOSENSITIZER WITH NEAR-INFRARED AGGREGATION-INDUCED EMISSION FOR IMAGE-GUIDED PHOTOD… | 2.12 | 264 | 52.80 |
| RA 5: unlabeled | TINGARE YS;VINH NS;CHO… | 2017 | NEW ACETYLENE-BRIDGED 9,10-CONJUGATED ANTHRACENE SENSITIZERS: APPLICATION IN OUTDOOR AND INDOOR DYE-SENSITIZED SOLAR CELLS | 5.25 | 105 | 21.00 |
| RA 5: unlabeled | SONG H;LIU Q;XIE Y | 2018 | PORPHYRIN-SENSITIZED SOLAR CELLS: SYSTEMATIC MOLECULAR OPTIMIZATION, COADSORPTION AND COSENSITIZATION | 4.67 | 113 | 28.25 |
| RA 5: unlabeled | ZHANG A;LI C;YANG F;ZH… | 2017 | AN ELECTRON ACCEPTOR WITH PORPHYRIN AND PERYLENE BISIMIDES FOR EFFICIENT NON-FULLERENE SOLAR CELLS | 1.74 | 209 | 41.80 |
| RA 5: unlabeled | WANG C-L;ZHANG M;HSIAO… | 2016 | PORPHYRINS BEARING A CONSOLIDATED ANTHRYL DONOR WITH DUAL FUNCTIONS FOR EFFICIENT DYE-SENSITIZED SOLAR CELLS | 7.00 | 50 | 8.33 |
| RA 5: unlabeled | LI C;LUO L;WU D;JIANG … | 2016 | PORPHYRINS WITH INTENSE ABSORPTIVITY: HIGHLY EFFICIENT SENSITIZERS WITH A PHOTOVOLTAIC EFFICIENCY OF UP TO 10.7% WITHOUT A… | 6.12 | 49 | 8.17 |
| RA 5: unlabeled | LIU Y-C;CHOU H-H;HO F-… | 2016 | A FEASIBLE SCALABLE PORPHYRIN DYE FOR DYE-SENSITIZED SOLAR CELLS UNDER ONE SUN AND DIM LIGHT ENVIRONMENTS | 4.01 | 72 | 12.00 |
| RA 5: unlabeled | DI CARLO G;BIROLI AO;T… | 2018 | Β-SUBSTITUTED ZNII PORPHYRINS AS DYES FOR DSSC: A POSSIBLE APPROACH TO PHOTOVOLTAIC WINDOWS | 4.21 | 59 | 14.75 |
| Research Area 6: RA 6: unlabeled (n = 471, density =0.53) | ||||||
| RA 6: unlabeled | ARSLAN M;KISKAN B;YAGCI Y | 2016 | COMBINING ELEMENTAL SULFUR WITH POLYBENZOXAZINES VIA INVERSE VULCANIZATION | 5.74 | 103 | 17.17 |
| RA 6: unlabeled | SHEN X;DAI J;LIU Y;LIU… | 2017 | SYNTHESIS OF HIGH PERFORMANCE POLYBENZOXAZINE NETWORKS FROM BIO-BASED FURFURYLAMINE: FURAN VS BENZENE RING | 6.56 | 79 | 15.80 |
| RA 6: unlabeled | ZHANG K;HAN M;LIU Y;FR… | 2019 | DESIGN AND SYNTHESIS OF BIO-BASED HIGH-PERFORMANCE TRIOXAZINE BENZOXAZINE RESIN VIA NATURAL RENEWABLE RESOURCES | 6.18 | 83 | 27.67 |
| RA 6: unlabeled | SINI NK;ENDO T | 2016 | TOWARD ELUCIDATING THE ROLE OF NUMBER OF OXAZINE RINGS AND INTERMEDIATES IN THE BENZOXAZINE BACKBONE ON THEIR THERMAL CHAR… | 6.46 | 67 | 11.17 |
| RA 6: unlabeled | PUCHOT L;VERGE P;FOUQU… | 2016 | BREAKING THE SYMMETRY OF DIBENZOXAZINES: A PARADIGM TO TAILOR THE DESIGN OF BIO-BASED THERMOSETS | 5.62 | 77 | 12.83 |
| RA 6: unlabeled | DUMAS L;BONNAUD L;OLIV… | 2016 | ARBUTIN-BASED BENZOXAZINE:: EN ROUTE TO AN INTRINSIC WATER SOLUBLE BIOBASED RESIN | 7.28 | 52 | 8.67 |
| RA 6: unlabeled | DUMAS L;BONNAUD L;OLIV… | 2016 | HIGH PERFORMANCE BIO-BASED BENZOXAZINE NETWORKS FROM RESORCINOL AND HYDROQUINONE | 6.94 | 50 | 8.33 |
| RA 6: unlabeled | TENG N;YANG S;DAI J;WA… | 2019 | MAKING BENZOXAZINE GREENER AND STRONGER: RENEWABLE RESOURCE, MICROWAVE IRRADIATION, GREEN SOLVENT, AND EXCELLENT THERMAL P… | 6.11 | 56 | 18.67 |
| RA 6: unlabeled | KISKAN B | 2018 | ADAPTING BENZOXAZINE CHEMISTRY FOR UNCONVENTIONAL APPLICATIONS | 4.14 | 82 | 20.50 |
| RA 6: unlabeled | DUMAS L;BONNAUD L;OLIV… | 2016 | CHAVICOL BENZOXAZINE: ULTRAHIGH TG BIOBASED THERMOSET WITH TUNABLE EXTENDED NETWORK | 6.53 | 51 | 8.50 |
| Research Area 7: RA 7: unlabeled (n = 449, density =0.47) | ||||||
| RA 7: unlabeled | TUŠEK J;ENGELBRECHT K;… | 2016 | A REGENERATIVE ELASTOCALORIC HEAT PUMP | 3.28 | 194 | 32.33 |
| RA 7: unlabeled | CAO WP;LI WL;DAI XF;ZH… | 2016 | LARGE ELECTROCALORIC RESPONSE AND HIGH ENERGY-STORAGE PROPERTIES OVER A BROAD TEMPERATURE RANGE IN LEAD-FREE NBT-ST CERAMICS | 2.81 | 218 | 36.33 |
| RA 7: unlabeled | SHI J;HAN D;LI Z;YANG … | 2019 | ELECTROCALORIC COOLING MATERIALS AND DEVICES FOR ZERO-GLOBAL-WARMING-POTENTIAL, HIGH-EFFICIENCY REFRIGERATION | 4.42 | 124 | 41.33 |
| RA 7: unlabeled | ZHUO F;LI Q;GAO J;JI Y… | 2018 | GIANT NEGATIVE ELECTROCALORIC EFFECT IN (PB,LA)(ZR,SN,TI)O3 ANTIFERROELECTRICS NEAR ROOM TEMPERATURE | 8.11 | 56 | 14.00 |
| RA 7: unlabeled | VRABELJ M;URŠIČ H;KUTN… | 2016 | LARGE ELECTROCALORIC EFFECT IN GRAIN-SIZE-ENGINEERED 0.9PB(MG1/3NB2/3)O3-0.1PBTIO3 | 7.06 | 57 | 9.50 |
| RA 7: unlabeled | YANG Z;CONG DY;SUN XM;… | 2017 | ENHANCED CYCLABILITY OF ELASTOCALORIC EFFECT IN BORON-MICROALLOYED NI-MN-IN MAGNETIC SHAPE MEMORY ALLOYS | 3.85 | 99 | 19.80 |
| RA 7: unlabeled | GOTTSCHALL T;GRÀCIA-CO… | 2018 | A MULTICALORIC COOLING CYCLE THAT EXPLOITS THERMAL HYSTERESIS | 3.42 | 105 | 26.25 |
| RA 7: unlabeled | BERMÚDEZ-GARCÍA JM;SÁN… | 2017 | GIANT BAROCALORIC EFFECT IN THE FERROIC ORGANIC-INORGANIC HYBRID [TPRA][MN(DCA) 3 ] PEROVSKITE UNDER EASILY ACCESSIBLE PRE… | 2.66 | 125 | 25.00 |
| RA 7: unlabeled | JIAN X-D;LU B;LI D-D;Y… | 2018 | DIRECT MEASUREMENT OF LARGE ELECTROCALORIC EFFECT IN BA(ZRXTI1-X)O3 CERAMICS | 5.07 | 65 | 16.25 |
| RA 7: unlabeled | DEFAY E;FAYE R;DESPESS… | 2018 | ENHANCED ELECTROCALORIC EFFICIENCY VIA ENERGY RECOVERY | 5.65 | 58 | 14.50 |
| Research Area 8: RA 8: unlabeled (n = 426, density =0.97) | ||||||
| RA 8: unlabeled | MAÑOSA L;PLANES A | 2017 | MATERIALS WITH GIANT MECHANOCALORIC EFFECTS: COOLING BY STRENGTH | 5.11 | 221 | 44.20 |
| RA 8: unlabeled | LIU Y;SCOTT JF;DKHIL B | 2016 | DIRECT AND INDIRECT MEASUREMENTS ON ELECTROCALORIC EFFECT: RECENT DEVELOPMENTS AND PERSPECTIVES | 7.67 | 144 | 24.00 |
| RA 8: unlabeled | CONG D;XIONG W;PLANES … | 2019 | COLOSSAL ELASTOCALORIC EFFECT IN FERROELASTIC NI-MN-TI ALLOYS | 6.04 | 143 | 47.67 |
| RA 8: unlabeled | MARATHE M;GRÜNEBOHM A;… | 2016 | FIRST-PRINCIPLES-BASED CALCULATION OF THE ELECTROCALORIC EFFECT IN BATIO3: A COMPARISON OF DIRECT AND INDIRECT METHODS | 11.53 | 62 | 10.33 |
| RA 8: unlabeled | HAN F;BAI Y;QIAO L-J;G… | 2016 | A SYSTEMATIC MODIFICATION OF THE LARGE ELECTROCALORIC EFFECT WITHIN A BROAD TEMPERATURE RANGE IN RARE-EARTH DOPED BATIO3 C… | 7.75 | 79 | 13.17 |
| RA 8: unlabeled | LIU Y;SCOTT JF;DKHIL B | 2016 | SOME STRATEGIES FOR IMPROVING CALORIC RESPONSES WITH FERROELECTRICS | 10.77 | 51 | 8.50 |
| RA 8: unlabeled | MARATHE M;RENGGLI D;SA… | 2017 | ELECTROCALORIC EFFECT IN BATIO3 AT ALL THREE FERROELECTRIC TRANSITIONS: ANISOTROPY AND INVERSE CALORIC EFFECTS | 12.60 | 42 | 8.40 |
| RA 8: unlabeled | SUN W;LIU J;LU B;LI Y;… | 2016 | LARGE ELASTOCALORIC EFFECT AT SMALL TRANSFORMATION STRAIN IN NI45MN44SN11 METAMAGNETIC SHAPE MEMORY ALLOYS | 6.25 | 80 | 13.33 |
| RA 8: unlabeled | PENG B;ZHANG Q;LYU Y;L… | 2018 | THERMAL STRAIN INDUCED LARGE ELECTROCALORIC EFFECT OF RELAXOR THIN FILM ON LANIO3/PT COMPOSITE ELECTRODE WITH THE COEXISTE… | 8.24 | 57 | 14.25 |
| RA 8: unlabeled | HOU H;SIMSEK E;MA T;JO… | 2019 | FATIGUE-RESISTANT HIGH-PERFORMANCE ELASTOCALORIC MATERIALS MADE BY ADDITIVE MANUFACTURING | 3.93 | 115 | 38.33 |
In a bibliographic coupling network, the coupling-strength between publications is determined by the number of commonly cited references they share, assuming a common pool of references to indicate similarity in context, methods, or theory. Formally, the strength of the relationship between a publication pair \(i\) and \(j\) (\(s_{i,j}^{bib}\)) is expressed by the number of commonly cited references.
\[s_{i,j}^{bib} = \sum_m c_{i,m} c_{j,m}\]
Since our corpus contains publications which differ strongly in terms of the number of cited references, we normalize the coupling strength by the Jaccard similarity coefficient. Here, we weight the intercept of two publications’ bibliography (shared refeences) by their union (number of all references cited by either \(i\) or \(j\)). It is bounded between zero and one, where one indicates the two publications to have an identical bibliography, and zero that they do not share any cited reference. Thereby, we prevent publications from having high coupling strength due to a large bibliography (e.g., literature surveys).
\[S_{i,j}^{jac-bib} =\frac{C(i \cap j)}{C(i \cup j)} = \frac{s_{i,j}^{bib}}{c_i + c_j - s_{i,j}^{bib}}\]
More recent articles have a higher pool of possible references to co-cite to, hence they are more likely to be coupled. Consequently, bibliographic coupling represents a forward looking measure, and the method of choice to identify the current knowledge frontier at the point of analysis.
All results are preliminary so far…